Overview

Dataset statistics

Number of variables29
Number of observations176
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory40.0 KiB
Average record size in memory232.7 B

Variable types

NUM25
CAT4

Warnings

Diff._pcs_team has constant value "176" Constant
Pnts_pcs_team is highly correlated with Rnk_pcs_teamHigh correlation
Rnk_pcs_team is highly correlated with Pnts_pcs_teamHigh correlation
Pnts_uci_team is highly correlated with Rnk_uci_teamHigh correlation
Rnk_uci_team is highly correlated with Pnts_uci_teamHigh correlation
Team_class is highly correlated with TeamHigh correlation
Team is highly correlated with Team_classHigh correlation
Team is uniformly distributed Uniform
UCI ID has unique values Unique
Rider has unique values Unique
Diff._pcs_ind has 4 (2.3%) zeros Zeros
Pnts_pcs_ind has 4 (2.3%) zeros Zeros
Diff._pcs_climb has 37 (21.0%) zeros Zeros
Pnts_pcs_climb has 37 (21.0%) zeros Zeros
Diff._pcs_sprint has 97 (55.1%) zeros Zeros
Pnts_pcs_sprint has 97 (55.1%) zeros Zeros
Diff._pcs_gc has 21 (11.9%) zeros Zeros
Pnts_pcs_gc has 18 (10.2%) zeros Zeros
Diff._pcs_tt has 109 (61.9%) zeros Zeros
Pnts_pcs_tt has 109 (61.9%) zeros Zeros
Pnts_uci_ind has 4 (2.3%) zeros Zeros
Pnts_uci_gc has 10 (5.7%) zeros Zeros

Reproduction

Analysis started2020-09-25 19:04:34.727057
Analysis finished2020-09-25 19:05:48.358624
Duration1 minute and 13.63 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

UCI ID
Real number (ℝ≥0)

UNIQUE

Distinct176
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9781530131
Minimum0
Maximum1.008625228e+10
Zeros1
Zeros (%)0.6%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile1.000271679e+10
Q11.000474111e+10
median1.000691729e+10
Q31.000868588e+10
95-th percentile1.001654652e+10
Maximum1.008625228e+10
Range1.008625228e+10
Interquartile range (IQR)3944767

Descriptive statistics

Standard deviation1495963945
Coefficient of variation (CV)0.1529376207
Kurtosis40.18539526
Mean9781530131
Median Absolute Deviation (MAD)1782529.5
Skewness-6.459601126
Sum1.721549303e+12
Variance2.237908125e+18
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1.000307882e+1010.6%
 
1.000759205e+1010.6%
 
1.00092264e+1010.6%
 
1.000751203e+1010.6%
 
1.000688446e+1010.6%
 
1.000916567e+1010.6%
 
1.000221431e+1010.6%
 
1.000481674e+1010.6%
 
1.001009031e+1010.6%
 
1.00055015e+1010.6%
 
Other values (166)16694.3%
 
ValueCountFrequency (%) 
010.6%
 
110.6%
 
210.6%
 
310.6%
 
1.000145751e+1010.6%
 
ValueCountFrequency (%) 
1.008625228e+1010.6%
 
1.007361924e+1010.6%
 
1.005185851e+1010.6%
 
1.005078575e+1010.6%
 
1.004845643e+1010.6%
 

Rider
Categorical

UNIQUE

Distinct176
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
gautier cyril
 
1
schachmann maximilian
 
1
benoot tiesj
 
1
valgren michael
 
1
cras steff
 
1
Other values (171)
171 
ValueCountFrequency (%) 
gautier cyril10.6%
 
schachmann maximilian10.6%
 
benoot tiesj10.6%
 
valgren michael10.6%
 
cras steff10.6%
 
formolo davide10.6%
 
van asbroeck tom10.6%
 
bennett george10.6%
 
poels wout10.6%
 
latour pierre10.6%
 
Other values (166)16694.3%
 
Frequencies of value counts

Unique

Unique176 ?
Unique (%)100.0%
Histogram of lengths of the category

Length

Max length23
Median length13
Mean length13.79545455
Min length7

Age
Real number (ℝ≥0)

Distinct19
Distinct (%)10.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.27272727
Minimum21
Maximum40
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum21
5-th percentile23
Q126
median29
Q332
95-th percentile36
Maximum40
Range19
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.014907287
Coefficient of variation (CV)0.1371552179
Kurtosis-0.6230777522
Mean29.27272727
Median Absolute Deviation (MAD)3
Skewness0.2024127679
Sum5152
Variance16.11948052
MonotocityNot monotonic
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%) 
262413.6%
 
30179.7%
 
31158.5%
 
28137.4%
 
33126.8%
 
32126.8%
 
27126.8%
 
25116.2%
 
29116.2%
 
3595.1%
 
Other values (9)4022.7%
 
ValueCountFrequency (%) 
2131.7%
 
2210.6%
 
2374.0%
 
2495.1%
 
25116.2%
 
ValueCountFrequency (%) 
4010.6%
 
3831.7%
 
3721.1%
 
3652.8%
 
3595.1%
 

Team
Categorical

HIGH CORRELATION
UNIFORM

Distinct22
Distinct (%)12.5%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
Team Sunweb
 
8
B&B Hotels - Vital Concept p/b KTM
 
8
UAE-Team Emirates
 
8
Team Arkéa Samsic
 
8
INEOS Grenadiers
 
8
Other values (17)
136 
ValueCountFrequency (%) 
Team Sunweb84.5%
 
B&B Hotels - Vital Concept p/b KTM84.5%
 
UAE-Team Emirates84.5%
 
Team Arkéa Samsic84.5%
 
INEOS Grenadiers84.5%
 
Team Total Direct Energie84.5%
 
Trek - Segafredo84.5%
 
Bahrain - McLaren84.5%
 
Groupama - FDJ84.5%
 
NTT Pro Cycling84.5%
 
Other values (12)9654.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length34
Median length16
Mean length17.22727273
Min length8

Rnk_pcs_ind
Real number (ℝ≥0)

Distinct173
Distinct (%)98.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean331.375
Minimum1
Maximum1459
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile14.75
Q181.75
median183
Q3449.25
95-th percentile1186
Maximum1459
Range1458
Interquartile range (IQR)367.5

Descriptive statistics

Standard deviation367.0766463
Coefficient of variation (CV)1.107737899
Kurtosis1.802409619
Mean331.375
Median Absolute Deviation (MAD)139.5
Skewness1.583909051
Sum58322
Variance134745.2643
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
145942.3%
 
710.6%
 
610.6%
 
7410.6%
 
21610.6%
 
11610.6%
 
4610.6%
 
11010.6%
 
106810.6%
 
23610.6%
 
Other values (163)16392.6%
 
ValueCountFrequency (%) 
110.6%
 
210.6%
 
610.6%
 
710.6%
 
910.6%
 
ValueCountFrequency (%) 
145942.3%
 
145810.6%
 
140010.6%
 
134410.6%
 
125610.6%
 

Diff._pcs_ind
Real number (ℝ)

ZEROS

Distinct171
Distinct (%)97.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.6014381662
Minimum-16.5
Maximum0.9
Zeros4
Zeros (%)2.3%
Memory size1.4 KiB

Quantile statistics

Minimum-16.5
5-th percentile-2.692075247
Q1-0.7413888136
median-0.1021051331
Q30.2389507096
95-th percentile0.5707013575
Maximum0.9
Range17.4
Interquartile range (IQR)0.9803395232

Descriptive statistics

Standard deviation1.840914891
Coefficient of variation (CV)-3.060854788
Kurtosis39.20626969
Mean-0.6014381662
Median Absolute Deviation (MAD)0.4425422915
Skewness-5.446828783
Sum-105.8531172
Variance3.388967635
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
042.3%
 
0.416666666721.1%
 
-0.521.1%
 
-4.17948717910.6%
 
0.395973154410.6%
 
-0.415254237310.6%
 
0.394230769210.6%
 
0.264150943410.6%
 
-0.382352941210.6%
 
0.517241379310.6%
 
Other values (161)16191.5%
 
ValueCountFrequency (%) 
-16.510.6%
 
-11.6666666710.6%
 
-7.6410.6%
 
-4.5110.6%
 
-4.17948717910.6%
 
ValueCountFrequency (%) 
0.910.6%
 
0.80303030310.6%
 
0.7812510.6%
 
0.734693877610.6%
 
0.703703703710.6%
 

Pnts_pcs_ind
Real number (ℝ≥0)

ZEROS

Distinct150
Distinct (%)85.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean255.8068182
Minimum0
Maximum1302
Zeros4
Zeros (%)2.3%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile9.75
Q167.75
median178.5
Q3332.25
95-th percentile749.5
Maximum1302
Range1302
Interquartile range (IQR)264.5

Descriptive statistics

Standard deviation254.1620791
Coefficient of variation (CV)0.9935703862
Kurtosis2.799241705
Mean255.8068182
Median Absolute Deviation (MAD)132.5
Skewness1.596989566
Sum45022
Variance64598.36247
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
042.3%
 
3331.7%
 
10231.7%
 
25031.7%
 
24321.1%
 
1821.1%
 
27621.1%
 
2821.1%
 
1521.1%
 
4221.1%
 
Other values (140)15185.8%
 
ValueCountFrequency (%) 
042.3%
 
521.1%
 
610.6%
 
810.6%
 
910.6%
 
ValueCountFrequency (%) 
130210.6%
 
128110.6%
 
104610.6%
 
99310.6%
 
91710.6%
 

Rnk_pcs_climb
Real number (ℝ≥0)

Distinct140
Distinct (%)79.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean275.3693182
Minimum1
Maximum724
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile10.5
Q155.75
median152.5
Q3487.75
95-th percentile724
Maximum724
Range723
Interquartile range (IQR)432

Descriptive statistics

Standard deviation270.1213589
Coefficient of variation (CV)0.980942106
Kurtosis-0.9933212709
Mean275.3693182
Median Absolute Deviation (MAD)118.5
Skewness0.8032896479
Sum48465
Variance72965.54854
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7243721.0%
 
1810.6%
 
3610.6%
 
4010.6%
 
14210.6%
 
4110.6%
 
7210.6%
 
14110.6%
 
42810.6%
 
16410.6%
 
Other values (130)13073.9%
 
ValueCountFrequency (%) 
110.6%
 
210.6%
 
310.6%
 
410.6%
 
510.6%
 
ValueCountFrequency (%) 
7243721.0%
 
72310.6%
 
68710.6%
 
68410.6%
 
60910.6%
 

Diff._pcs_climb
Real number (ℝ)

ZEROS

Distinct138
Distinct (%)78.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1745284342
Minimum-3.537037037
Maximum0.9285714286
Zeros37
Zeros (%)21.0%
Memory size1.4 KiB

Quantile statistics

Minimum-3.537037037
5-th percentile-2.38214657
Q1-0.3892857143
median0
Q30.4404922001
95-th percentile0.8256284194
Maximum0.9285714286
Range4.465608466
Interquartile range (IQR)0.8297779144

Descriptive statistics

Standard deviation0.9342487014
Coefficient of variation (CV)-5.3529885
Kurtosis3.174824703
Mean-0.1745284342
Median Absolute Deviation (MAD)0.4168479575
Skewness-1.732840835
Sum-30.71700443
Variance0.8728206362
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
03721.0%
 
-2.88888888921.1%
 
-3.521.1%
 
0.244274809210.6%
 
-3.53703703710.6%
 
-3.48275862110.6%
 
0.928571428610.6%
 
-0.0943820224710.6%
 
0.39344262310.6%
 
0.570224719110.6%
 
Other values (128)12872.7%
 
ValueCountFrequency (%) 
-3.53703703710.6%
 
-3.521.1%
 
-3.48275862110.6%
 
-2.88888888921.1%
 
-2.63636363610.6%
 
ValueCountFrequency (%) 
0.928571428610.6%
 
0.891385767810.6%
 
0.875912408810.6%
 
0.852242744110.6%
 
0.8510.6%
 

Pnts_pcs_climb
Real number (ℝ≥0)

ZEROS

Distinct113
Distinct (%)64.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean118.3068182
Minimum0
Maximum956
Zeros37
Zeros (%)21.0%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q17
median43.5
Q3172
95-th percentile459.5
Maximum956
Range956
Interquartile range (IQR)165

Descriptive statistics

Standard deviation163.8423534
Coefficient of variation (CV)1.384893583
Kurtosis5.126573947
Mean118.3068182
Median Absolute Deviation (MAD)43.5
Skewness2.04636905
Sum20822
Variance26844.31675
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
03721.0%
 
1242.3%
 
2442.3%
 
2731.7%
 
2031.7%
 
731.7%
 
2831.7%
 
231.7%
 
5821.1%
 
1521.1%
 
Other values (103)11263.6%
 
ValueCountFrequency (%) 
03721.0%
 
231.7%
 
310.6%
 
410.6%
 
610.6%
 
ValueCountFrequency (%) 
95610.6%
 
81910.6%
 
56010.6%
 
53510.6%
 
50010.6%
 

Rnk_pcs_sprint
Real number (ℝ≥0)

Distinct80
Distinct (%)45.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean666.8977273
Minimum2
Maximum940
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum2
5-th percentile24.25
Q1338.25
median940
Q3940
95-th percentile940
Maximum940
Range938
Interquartile range (IQR)601.75

Descriptive statistics

Standard deviation353.6424519
Coefficient of variation (CV)0.5302798876
Kurtosis-1.069796918
Mean666.8977273
Median Absolute Deviation (MAD)0
Skewness-0.7802194349
Sum117374
Variance125062.9838
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
9409755.1%
 
84510.6%
 
48010.6%
 
18710.6%
 
17010.6%
 
1310.6%
 
44210.6%
 
26410.6%
 
45510.6%
 
12810.6%
 
Other values (70)7039.8%
 
ValueCountFrequency (%) 
210.6%
 
510.6%
 
610.6%
 
810.6%
 
1110.6%
 
ValueCountFrequency (%) 
9409755.1%
 
93910.6%
 
92810.6%
 
91210.6%
 
89510.6%
 

Diff._pcs_sprint
Real number (ℝ)

ZEROS

Distinct80
Distinct (%)45.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.3593758353
Minimum-14.05128205
Maximum0.8686868687
Zeros97
Zeros (%)55.1%
Memory size1.4 KiB

Quantile statistics

Minimum-14.05128205
5-th percentile-2.60580452
Q10
median0
Q30
95-th percentile0.5665297061
Maximum0.8686868687
Range14.91996892
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.532005052
Coefficient of variation (CV)-4.262960673
Kurtosis41.54762072
Mean-0.3593758353
Median Absolute Deviation (MAD)0
Skewness-5.65501735
Sum-63.25014701
Variance2.347039481
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
09755.1%
 
0.111111111110.6%
 
0.0158102766810.6%
 
0.200466200510.6%
 
-0.100775193810.6%
 
-3.68888888910.6%
 
-0.81330472110.6%
 
-0.179361179410.6%
 
0.758064516110.6%
 
0.487661574610.6%
 
Other values (70)7039.8%
 
ValueCountFrequency (%) 
-14.0512820510.6%
 
-8.68918918910.6%
 
-5.4810.6%
 
-4.810.6%
 
-3.68888888910.6%
 
ValueCountFrequency (%) 
0.868686868710.6%
 
0.833729216210.6%
 
0.796650717710.6%
 
0.782608695710.6%
 
0.758064516110.6%
 

Pnts_pcs_sprint
Real number (ℝ≥0)

ZEROS

Distinct72
Distinct (%)40.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51.84943182
Minimum0
Maximum736.5
Zeros97
Zeros (%)55.1%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q343.75
95-th percentile291.375
Maximum736.5
Range736.5
Interquartile range (IQR)43.75

Descriptive statistics

Standard deviation110.9749331
Coefficient of variation (CV)2.140330746
Kurtosis12.02651837
Mean51.84943182
Median Absolute Deviation (MAD)0
Skewness3.219750383
Sum9125.5
Variance12315.43577
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
09755.1%
 
23.531.7%
 
30.521.1%
 
1821.1%
 
1021.1%
 
32.521.1%
 
18.521.1%
 
6921.1%
 
94.510.6%
 
19610.6%
 
Other values (62)6235.2%
 
ValueCountFrequency (%) 
09755.1%
 
1021.1%
 
1110.6%
 
11.510.6%
 
12.510.6%
 
ValueCountFrequency (%) 
736.510.6%
 
535.510.6%
 
50210.6%
 
42810.6%
 
356.510.6%
 

Rnk_pcs_gc
Real number (ℝ≥0)

Distinct159
Distinct (%)90.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean322.3409091
Minimum1
Maximum975
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile11.5
Q173.5
median208.5
Q3521
95-th percentile975
Maximum975
Range974
Interquartile range (IQR)447.5

Descriptive statistics

Standard deviation309.5458198
Coefficient of variation (CV)0.9603057231
Kurtosis-0.2432328601
Mean322.3409091
Median Absolute Deviation (MAD)171
Skewness0.9747223861
Sum56732
Variance95818.61455
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
9751810.2%
 
54610.6%
 
15310.6%
 
2110.6%
 
10110.6%
 
12710.6%
 
6710.6%
 
39710.6%
 
5210.6%
 
27310.6%
 
Other values (149)14984.7%
 
ValueCountFrequency (%) 
110.6%
 
210.6%
 
310.6%
 
410.6%
 
510.6%
 
ValueCountFrequency (%) 
9751810.2%
 
97410.6%
 
97010.6%
 
86310.6%
 
74510.6%
 

Diff._pcs_gc
Real number (ℝ)

ZEROS

Distinct155
Distinct (%)88.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.3354542144
Minimum-7.909090909
Maximum0.9610894942
Zeros21
Zeros (%)11.9%
Memory size1.4 KiB

Quantile statistics

Minimum-7.909090909
5-th percentile-2.657678428
Q1-0.4619155354
median0
Q30.4363614573
95-th percentile0.7820150659
Maximum0.9610894942
Range8.870180403
Interquartile range (IQR)0.8982769928

Descriptive statistics

Standard deviation1.431666967
Coefficient of variation (CV)-4.26784612
Kurtosis12.74564365
Mean-0.3354542144
Median Absolute Deviation (MAD)0.4606350026
Skewness-3.294568184
Sum-59.03994173
Variance2.049670305
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
02111.9%
 
0.333333333321.1%
 
-3.46428571410.6%
 
-0.218181818210.6%
 
-0.353467561510.6%
 
0.736842105310.6%
 
0.0702028081110.6%
 
0.810.6%
 
-0.4410.6%
 
-0.829207920810.6%
 
Other values (145)14582.4%
 
ValueCountFrequency (%) 
-7.90909090910.6%
 
-7.47368421110.6%
 
-7.27272727310.6%
 
-6.510.6%
 
-5.90909090910.6%
 
ValueCountFrequency (%) 
0.961089494210.6%
 
0.960674157310.6%
 
0.951957295410.6%
 
0.879852125710.6%
 
0.854545454510.6%
 

Pnts_pcs_gc
Real number (ℝ≥0)

ZEROS

Distinct133
Distinct (%)75.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean204.1306818
Minimum0
Maximum1340
Zeros18
Zeros (%)10.2%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q143
median116.5
Q3270.5
95-th percentile666
Maximum1340
Range1340
Interquartile range (IQR)227.5

Descriptive statistics

Standard deviation235.4894477
Coefficient of variation (CV)1.153621031
Kurtosis4.855568525
Mean204.1306818
Median Absolute Deviation (MAD)84.5
Skewness2.026669861
Sum35927
Variance55455.27997
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
01810.2%
 
3642.3%
 
4342.3%
 
2542.3%
 
20031.7%
 
3331.7%
 
3821.1%
 
26321.1%
 
6021.1%
 
6621.1%
 
Other values (123)13275.0%
 
ValueCountFrequency (%) 
01810.2%
 
1321.1%
 
1810.6%
 
2542.3%
 
2810.6%
 
ValueCountFrequency (%) 
134010.6%
 
119610.6%
 
96010.6%
 
89610.6%
 
84810.6%
 

Rnk_pcs_tt
Real number (ℝ≥0)

Distinct68
Distinct (%)38.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean694.1477273
Minimum5
Maximum979
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum5
5-th percentile14.75
Q1244.5
median979
Q3979
95-th percentile979
Maximum979
Range974
Interquartile range (IQR)734.5

Descriptive statistics

Standard deviation396.2078975
Coefficient of variation (CV)0.5707832525
Kurtosis-1.238958862
Mean694.1477273
Median Absolute Deviation (MAD)0
Skewness-0.7869919862
Sum122170
Variance156980.6981
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
97910961.9%
 
6910.6%
 
24510.6%
 
10010.6%
 
1510.6%
 
4210.6%
 
4110.6%
 
4410.6%
 
4910.6%
 
53510.6%
 
Other values (58)5833.0%
 
ValueCountFrequency (%) 
510.6%
 
610.6%
 
710.6%
 
810.6%
 
910.6%
 
ValueCountFrequency (%) 
97910961.9%
 
97810.6%
 
92910.6%
 
92810.6%
 
91810.6%
 

Diff._pcs_tt
Real number (ℝ)

ZEROS

Distinct68
Distinct (%)38.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.353318358
Minimum-20.11111111
Maximum0.7512690355
Zeros109
Zeros (%)61.9%
Memory size1.4 KiB

Quantile statistics

Minimum-20.11111111
5-th percentile-2.152173046
Q10
median0
Q30
95-th percentile0.6473911134
Maximum0.7512690355
Range20.86238015
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.775018353
Coefficient of variation (CV)-5.023849775
Kurtosis89.43214584
Mean-0.353318358
Median Absolute Deviation (MAD)0
Skewness-8.516215532
Sum-62.18403101
Variance3.150690155
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
010961.9%
 
0.663461538510.6%
 
0.671586715910.6%
 
0.575757575810.6%
 
-0.793103448310.6%
 
0.159183673510.6%
 
-0.265753424710.6%
 
0.327354260110.6%
 
-2.04938271610.6%
 
-1.66666666710.6%
 
Other values (58)5833.0%
 
ValueCountFrequency (%) 
-20.1111111110.6%
 
-6.77611940310.6%
 
-5.15151515210.6%
 
-510.6%
 
-2.64423076910.6%
 
ValueCountFrequency (%) 
0.751269035510.6%
 
0.751004016110.6%
 
0.726057906510.6%
 
0.721854304610.6%
 
0.708333333310.6%
 

Pnts_pcs_tt
Real number (ℝ≥0)

ZEROS

Distinct42
Distinct (%)23.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean23.56818182
Minimum0
Maximum256
Zeros109
Zeros (%)61.9%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q322
95-th percentile165.5
Maximum256
Range256
Interquartile range (IQR)22

Descriptive statistics

Standard deviation50.55074858
Coefficient of variation (CV)2.144872649
Kurtosis7.39177936
Mean23.56818182
Median Absolute Deviation (MAD)0
Skewness2.76586812
Sum4148
Variance2555.378182
MonotocityNot monotonic
Histogram with fixed size bins (bins=42)
ValueCountFrequency (%) 
010961.9%
 
242.3%
 
2242.3%
 
6042.3%
 
2531.7%
 
3431.7%
 
2031.7%
 
831.7%
 
1021.1%
 
421.1%
 
Other values (32)3922.2%
 
ValueCountFrequency (%) 
010961.9%
 
242.3%
 
421.1%
 
710.6%
 
831.7%
 
ValueCountFrequency (%) 
25610.6%
 
23710.6%
 
23010.6%
 
19610.6%
 
18210.6%
 

Rnk_pcs_team
Real number (ℝ≥0)

HIGH CORRELATION

Distinct22
Distinct (%)12.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.13636364
Minimum1
Maximum26
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile2
Q16
median11.5
Q317
95-th percentile25
Maximum26
Range25
Interquartile range (IQR)11

Descriptive statistics

Standard deviation7.352638894
Coefficient of variation (CV)0.6058354145
Kurtosis-0.8920449667
Mean12.13636364
Median Absolute Deviation (MAD)5.5
Skewness0.3384174974
Sum2136
Variance54.0612987
MonotocityNot monotonic
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%) 
1484.5%
 
784.5%
 
1184.5%
 
1584.5%
 
184.5%
 
384.5%
 
1784.5%
 
2484.5%
 
2684.5%
 
1984.5%
 
Other values (12)9654.5%
 
ValueCountFrequency (%) 
184.5%
 
284.5%
 
384.5%
 
484.5%
 
584.5%
 
ValueCountFrequency (%) 
2684.5%
 
2584.5%
 
2484.5%
 
2084.5%
 
1984.5%
 

Diff._pcs_team
Categorical

CONSTANT
REJECTED

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
-
176 
ValueCountFrequency (%) 
-176100.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

Team_class
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
WT
136 
PCT
40 
ValueCountFrequency (%) 
WT13677.3%
 
PCT4022.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length2
Mean length2.227272727
Min length2

Pnts_pcs_team
Real number (ℝ≥0)

HIGH CORRELATION

Distinct22
Distinct (%)12.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5347.363636
Minimum2201
Maximum9229
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum2201
5-th percentile2229
Q13629
median4948.5
Q36932
95-th percentile8226
Maximum9229
Range7028
Interquartile range (IQR)3303

Descriptive statistics

Standard deviation2017.410743
Coefficient of variation (CV)0.3772720317
Kurtosis-1.031974596
Mean5347.363636
Median Absolute Deviation (MAD)1600.5
Skewness0.1864815612
Sum941136
Variance4069946.107
MonotocityNot monotonic
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%) 
775784.5%
 
222984.5%
 
578584.5%
 
286584.5%
 
601384.5%
 
365984.5%
 
482784.5%
 
922984.5%
 
494884.5%
 
220184.5%
 
Other values (12)9654.5%
 
ValueCountFrequency (%) 
220184.5%
 
222984.5%
 
286584.5%
 
319984.5%
 
349784.5%
 
ValueCountFrequency (%) 
922984.5%
 
822684.5%
 
811784.5%
 
775784.5%
 
759784.5%
 

Rnk_uci_ind
Real number (ℝ≥0)

Distinct173
Distinct (%)98.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean383.3693182
Minimum1
Maximum2377
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile14.75
Q170
median163.5
Q3506.25
95-th percentile1413.25
Maximum2377
Range2376
Interquartile range (IQR)436.25

Descriptive statistics

Standard deviation515.2989867
Coefficient of variation (CV)1.344132048
Kurtosis5.332417327
Mean383.3693182
Median Absolute Deviation (MAD)125
Skewness2.280266665
Sum67473
Variance265533.0457
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
237742.3%
 
117110.6%
 
95010.6%
 
3110.6%
 
50210.6%
 
29510.6%
 
9910.6%
 
10410.6%
 
34010.6%
 
510.6%
 
Other values (163)16392.6%
 
ValueCountFrequency (%) 
110.6%
 
310.6%
 
510.6%
 
610.6%
 
810.6%
 
ValueCountFrequency (%) 
237742.3%
 
237610.6%
 
201510.6%
 
170310.6%
 
168010.6%
 

Pnts_uci_ind
Real number (ℝ≥0)

ZEROS

Distinct163
Distinct (%)92.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean517.5625568
Minimum0
Maximum3343.57
Zeros4
Zeros (%)2.3%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile16.6775
Q195
median315.56
Q3676.25
95-th percentile1748.75
Maximum3343.57
Range3343.57
Interquartile range (IQR)581.25

Descriptive statistics

Standard deviation591.3819356
Coefficient of variation (CV)1.142628901
Kurtosis4.229199935
Mean517.5625568
Median Absolute Deviation (MAD)239.6
Skewness1.889629505
Sum91091.01
Variance349732.5938
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
9542.3%
 
042.3%
 
2631.7%
 
2021.1%
 
105021.1%
 
34921.1%
 
2821.1%
 
23821.1%
 
87.9210.6%
 
36710.6%
 
Other values (153)15386.9%
 
ValueCountFrequency (%) 
042.3%
 
210.6%
 
3.8310.6%
 
8.7110.6%
 
1010.6%
 
ValueCountFrequency (%) 
3343.5710.6%
 
3028.9510.6%
 
216010.6%
 
2062.3310.6%
 
197810.6%
 

Rnk_uci_gc
Real number (ℝ≥0)

Distinct167
Distinct (%)94.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean373.9147727
Minimum1
Maximum1328
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile12
Q168.75
median207
Q3598
95-th percentile1328
Maximum1328
Range1327
Interquartile range (IQR)529.25

Descriptive statistics

Standard deviation392.4743029
Coefficient of variation (CV)1.049635723
Kurtosis0.1888504035
Mean373.9147727
Median Absolute Deviation (MAD)163.5
Skewness1.159940845
Sum65809
Variance154036.0784
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1328105.7%
 
10610.6%
 
28610.6%
 
110810.6%
 
29310.6%
 
3610.6%
 
4610.6%
 
3010.6%
 
8510.6%
 
2710.6%
 
Other values (157)15789.2%
 
ValueCountFrequency (%) 
110.6%
 
210.6%
 
310.6%
 
410.6%
 
510.6%
 
ValueCountFrequency (%) 
1328105.7%
 
132710.6%
 
120710.6%
 
110810.6%
 
107810.6%
 

Pnts_uci_gc
Real number (ℝ≥0)

ZEROS

Distinct146
Distinct (%)83.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean262.5606818
Minimum0
Maximum3113.57
Zeros10
Zeros (%)5.7%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q125.75
median107.25
Q3331.31
95-th percentile1168.625
Maximum3113.57
Range3113.57
Interquartile range (IQR)305.56

Descriptive statistics

Standard deviation412.6905608
Coefficient of variation (CV)1.571791168
Kurtosis14.69452892
Mean262.5606818
Median Absolute Deviation (MAD)98.895
Skewness3.265139167
Sum46210.68
Variance170313.4989
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0105.7%
 
6842.3%
 
1042.3%
 
542.3%
 
831.7%
 
11031.7%
 
3421.1%
 
5021.1%
 
2021.1%
 
13821.1%
 
Other values (136)14079.5%
 
ValueCountFrequency (%) 
0105.7%
 
210.6%
 
310.6%
 
3.8310.6%
 
542.3%
 
ValueCountFrequency (%) 
3113.5710.6%
 
175510.6%
 
169110.6%
 
1476.9510.6%
 
1446.7510.6%
 

Rnk_uci_team
Real number (ℝ≥0)

HIGH CORRELATION

Distinct22
Distinct (%)12.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.45454545
Minimum1
Maximum29
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile2
Q16
median11.5
Q317
95-th percentile28
Maximum29
Range28
Interquartile range (IQR)11

Descriptive statistics

Standard deviation7.918021529
Coefficient of variation (CV)0.6357535534
Kurtosis-0.5844894134
Mean12.45454545
Median Absolute Deviation (MAD)5.5
Skewness0.529049082
Sum2192
Variance62.69506494
MonotocityNot monotonic
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%) 
2984.5%
 
2884.5%
 
284.5%
 
384.5%
 
484.5%
 
584.5%
 
684.5%
 
784.5%
 
884.5%
 
984.5%
 
Other values (12)9654.5%
 
ValueCountFrequency (%) 
184.5%
 
284.5%
 
384.5%
 
484.5%
 
584.5%
 
ValueCountFrequency (%) 
2984.5%
 
2884.5%
 
2384.5%
 
2284.5%
 
1984.5%
 

Pnts_uci_team
Real number (ℝ≥0)

HIGH CORRELATION

Distinct22
Distinct (%)12.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2431.510909
Minimum653
Maximum4333.83
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum653
5-th percentile676
Q11463
median2311.71
Q33384
95-th percentile4326
Maximum4333.83
Range3680.83
Interquartile range (IQR)1921

Descriptive statistics

Standard deviation1159.206107
Coefficient of variation (CV)0.4767431241
Kurtosis-1.08000328
Mean2431.510909
Median Absolute Deviation (MAD)900.71
Skewness0.2068538477
Sum427945.92
Variance1343758.799
MonotocityNot monotonic
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%) 
2842.9984.5%
 
384784.5%
 
393684.5%
 
67684.5%
 
338484.5%
 
135984.5%
 
108884.5%
 
97284.5%
 
182584.5%
 
221484.5%
 
Other values (12)9654.5%
 
ValueCountFrequency (%) 
65384.5%
 
67684.5%
 
97284.5%
 
108884.5%
 
135984.5%
 
ValueCountFrequency (%) 
4333.8384.5%
 
432684.5%
 
418084.5%
 
393684.5%
 
384784.5%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

UCI IDRiderAgeTeamRnk_pcs_indDiff._pcs_indPnts_pcs_indRnk_pcs_climbDiff._pcs_climbPnts_pcs_climbRnk_pcs_sprintDiff._pcs_sprintPnts_pcs_sprintRnk_pcs_gcDiff._pcs_gcPnts_pcs_gcRnk_pcs_ttDiff._pcs_ttPnts_pcs_ttRnk_pcs_teamDiff._pcs_teamTeam_classPnts_pcs_teamRnk_uci_indPnts_uci_indRnk_uci_gcPnts_uci_gcRnk_uci_teamPnts_uci_team
01.000327e+10kristoff alexander33UAE-Team Emirates28.0-2.500000611.0724.00.0000000.017.0-0.545455335.5111.00.631229200.0979.00.0000000.06.0-WT6932.014.01766.00181.0128.0034180.00
11.000869e+10pedersen mads24Trek - Segafredo26.00.734694625.0396.00.24427510.030.00.758065270.5970.0-0.46304713.0979.00.0000000.011.0-WT4949.050.0958.00280.076.0053847.00
21.000940e+10bol cees25Team Sunweb141.0-0.382353237.0687.0-1.1335402.037.00.327273227.5246.00.637168101.0462.0-0.26575310.015.0-WT4510.0216.0222.88448.041.88112409.42
31.000660e+10bennett sam29Deceuninck - Quick Step12.00.333333828.0128.00.70163258.02.00.500000736.5582.00.07765536.0979.00.0000000.01.0-WT9229.051.0947.5025.0709.5014333.83
41.000546e+10sagan peter30BORA - hansgrohe19.0-0.461538684.0116.0-1.69767468.08.00.111111428.0524.0-0.35751343.0979.00.0000000.03.0-WT8117.08.01978.0044.0445.0043936.00
51.000550e+10viviani elia31Cofidis, Solutions Crédits41.0-3.555556521.0219.0-0.53146925.029.0-4.800000272.0525.0-4.25000043.0979.00.0000000.017.0-PCT3629.021.01502.1238.0507.12151825.00
61.000588e+10nizzolo giacomo31NTT Pro Cycling13.00.803030807.0339.00.02305513.05.00.782609535.5975.00.0000000.0979.00.0000000.024.0-WT2865.030.01263.00148.0153.00171463.00
71.000690e+10coquard bryan28B&B Hotels - Vital Concept p/b KTM163.0-1.963636196.0724.00.0000000.026.0-3.333333278.0161.00.459732151.0979.00.0000000.026.0-PCT2201.0168.0308.00576.028.0029653.00
81.000759e+10turgis anthony26Team Total Direct Energie126.0-0.536585250.0172.00.30923735.065.00.453782170.0109.00.794727200.0709.0-2.2227274.019.0-PCT3497.087.0575.00200.0110.0028676.00
91.000682e+10stuyven jasper28Trek - Segafredo11.00.576923843.091.0-0.04597794.014.00.631579341.0124.00.428571185.0979.00.0000000.011.0-WT4949.020.01503.0067.0333.0053847.00

Last rows

UCI IDRiderAgeTeamRnk_pcs_indDiff._pcs_indPnts_pcs_indRnk_pcs_climbDiff._pcs_climbPnts_pcs_climbRnk_pcs_sprintDiff._pcs_sprintPnts_pcs_sprintRnk_pcs_gcDiff._pcs_gcPnts_pcs_gcRnk_pcs_ttDiff._pcs_ttPnts_pcs_ttRnk_pcs_teamDiff._pcs_teamTeam_classPnts_pcs_teamRnk_uci_indPnts_uci_indRnk_uci_gcPnts_uci_gcRnk_uci_teamPnts_uci_team
1661.000482e+10de gendt thomas33Lotto Soudal390.0-1.48407685.0158.0-1.19444441.0940.00.0000000.0288.00.22162286.029.0-2.625000114.08.0-WT6013.0205.0238.00109.0218.00191359.00
1671.000750e+10bonifazio niccolo26Team Total Direct Energie117.00.264151276.0724.00.0000000.086.0-3.300000130.0187.00.733997130.0979.00.0000000.019.0-PCT3497.0125.0415.00198.0112.0028676.00
1681.000242e+10gilbert philippe38Lotto Soudal43.00.022727495.0294.0-1.77358517.0211.0-3.68888966.0186.00.328520131.0979.00.0000000.08.0-WT6013.037.01118.0065.0338.00191359.00
1691.000585e+10cousin jerome31Team Total Direct Energie1344.0-1.1747576.0724.00.0000000.0940.00.0000000.0399.00.47291962.0979.00.0000000.019.0-PCT3497.0605.076.671328.00.0028676.00
1701.000648e+10arndt nikias28Team Sunweb184.00.242798178.0724.00.0000000.0524.00.37170327.0342.00.30204172.0978.0-2.5306862.015.0-WT4510.0338.0147.81167.0134.81112409.42
1711.001113e+10sivakov pavel23INEOS Grenadiers57.0-0.500000431.045.00.100000225.0940.00.0000000.010.00.961089687.0979.00.0000000.04.0-WT7757.067.0725.0040.0475.00102591.00
1721.001009e+10cras steff24Lotto Soudal502.00.16193758.0225.00.42893424.0940.00.0000000.0295.0-0.24472684.0979.00.0000000.08.0-WT6013.0774.054.00453.041.00191359.00
1731.000759e+10ledanois kevin27Team Arkéa Samsic420.00.26056375.0724.00.0000000.0343.00.20046643.0607.0-0.03407235.0979.00.0000000.025.0-PCT2229.0420.0118.00328.063.00122214.00
1741.000463e+10valls rafael33Bahrain - McLaren807.0-0.21536124.0354.00.29901012.0940.00.0000000.0975.00.0000000.0979.00.0000000.012.0-WT4948.0311.0160.00495.035.00161799.00
1751.000538e+10degenkolb john31Lotto Soudal147.0-0.597826225.0383.0-1.09289610.054.0-0.317073187.5546.00.02150541.0979.00.0000000.08.0-WT6013.078.0615.00465.040.00191359.00